Model Compression

Variance-Based Pruning for Accelerating and Compressing Trained Networks ICCV 2025 Verifiable Format Control for Large Language Model Generations NAACL 2025 Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspective AAAI 2025 ViT-Linearizer: Distilling Quadratic Knowledge into Linear-Time Vision Models ICCV 2025 VL2Lite: Task-Specific Knowledge Distillation from Large Vision-Language Models to Lightweight Networks CVPR 2025 VLDrive: Vision-Augmented Lightweight MLLMs for Efficient Language-grounded Autonomous Driving ICCV 2025 VLsI: Verbalized Layers-to-Interactions from Large to Small Vision Language Models CVPR 2025 VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers AAAI 2025 VRCP: Vocabulary Replacement Continued Pretraining for Efficient Multilingual Language Models COLING 2025 VRM: Knowledge Distillation via Virtual Relation Matching ICCV 2025 Walk and Read Less: Improving the Efficiency of Vision-and-Language Navigation via Tuning-Free Multimodal Token Pruning EMNLP 2025 Wanda++: Pruning Large Language Models via Regional Gradients ACL 2025 Wasserstein Distance Constraint and Parameter Sparsification for Batched and Iterative Knowledge Editing AAAI 2025 WAVE: Weight Templates for Adaptive Initialization of Variable-sized Models CVPR 2025 WET: Overcoming Paraphrasing Vulnerabilities in Embeddings-as-a-Service with Linear Transformation Watermarks ACL 2025 What Makes a Good Dataset for Knowledge Distillation? CVPR 2025 What to Distill? Fast Knowledge Distillation with Adaptive Sampling ICCV 2025 When Every Token Counts: Optimal Segmentation for Low-Resource Language Models COLING 2025 WISE: A Framework for Gigapixel Whole-Slide-Image Lossless Compression CVPR 2025 XQuant: Achieving Ultra-Low Bit KV Cache Quantization with Cross-Layer Compression EMNLP 2025 Zero at SemEval-2025 Task 2: Entity-Aware Machine Translation: Fine-Tuning NLLB for Improved Named Entity Translation SemEval 2025 Zero-Shot Machine Unlearning with Proxy Adversarial Data Generation IJCAI 2025 zFLoRA: Zero-Latency Fused Low-Rank Adapters EMNLP 2025 ZipVL: Accelerating Vision-Language Models through Dynamic Token Sparsity ICCV 2025 2DQuant: Low-bit Post-Training Quantization for Image Super-Resolution NeurIPS 2024